{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compute MOC along the approximate OSNAP array from ECCO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we compute volumetric transport along the OSNAP lines in depth space, which can be compared to recent observations. \n",
    "\n",
    "Here we show:\n",
    "\n",
    "* how to get masks denoting the great circle arc between two points in space\n",
    "\n",
    "* how to compute the transport or streamfunction across this section\n",
    "\n",
    "* a comparison to observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import cartopy as cart\n",
    "import cartopy.crs as ccrs\n",
    "notebook_path = os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Import the ecco_v4_py library into Python\n",
    "## =========================================\n",
    "\n",
    "## -- If ecco_v4_py is not installed in your local Python library, \n",
    "##    tell Python where to find it.  For example, if your ecco_v4_py\n",
    "##    files are in /Users/ifenty/ECCOv4-py/ecco_v4_py, then use:\n",
    "\n",
    "sys.path.append('/home/ifenty/ECCOv4-py')\n",
    "import ecco_v4_py as ecco"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Set top-level file directory for the ECCO NetCDF files\n",
    "## =================================================================\n",
    "# base_dir = '/home/username/'\n",
    "base_dir = '/home/ifenty/ECCOv4-release'\n",
    "\n",
    "## define a high-level directory for ECCO fields\n",
    "ECCO_dir = base_dir + '/Release3_alt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading files of  ADVx_TH\n",
      "loading files of  ADVy_TH\n",
      "loading files of  UVELMASS\n",
      "loading files of  VVELMASS\n"
     ]
    }
   ],
   "source": [
    "## Load the model grid\n",
    "grid_dir= ECCO_dir + '/nctiles_grid/'\n",
    "\n",
    "ecco_grid = ecco.load_ecco_grid_nc(grid_dir, 'ECCOv4r3_grid.nc')\n",
    "\n",
    "## Load one year of 2D daily data, SSH, SST, and SSS \n",
    "data_dir= ECCO_dir + '/nctiles_monthly'\n",
    "\n",
    "ecco_vars = ecco.recursive_load_ecco_var_from_years_nc(data_dir, \\\n",
    "                                           vars_to_load=['ADVx_TH', 'ADVy_TH', \\\n",
    "                                                        'UVELMASS', 'VVELMASS'],\\\n",
    "                                           years_to_load = 'all')\n",
    "## Merge the ecco_grid with the ecco_vars to make the ecco_ds\n",
    "ds = xr.merge((ecco_grid , ecco_vars))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load O-SNAP data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These data are available at https://www.o-snap.org/observations/data/ and are published in\n",
    "\n",
    "Lozier, M. S., Li, F., Bacon, S., Bahr, F., Bower, A. S., Cunningham, S. A., … Zhao, J. (2019). A sea change in our view of overturning in the subpolar North Atlantic. Science, 363(6426), 516–521. https://doi.org/10.1126/science.aau6592"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download these files from the o-snap data page: https://www.o-snap.org/observations/data/\n",
    "\n",
    "OSNAP_West_East_Transports_201408_201604_2018.nc : https://duke.box.com/s/335ephjrcw09zhb8kivq8y26w4fz5eag\n",
    "OSNAP_Transports_201408_201604_2018.nc : https://dx.doi.org/10.7924/r4z60gf0f\n",
    "\n",
    "and put them in a path: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "osnap_data_dir = '/home/ifenty/ECCOv4-py/binary_data/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:             (TIME: 21)\n",
      "Coordinates:\n",
      "  * TIME                (TIME) datetime64[ns] 2014-07-31 ... 2016-03-22\n",
      "Data variables:\n",
      "    MOC_WEST_SIGMA      (TIME) float64 ...\n",
      "    MOC_WEST_SIGMA_ERR  (TIME) float64 ...\n",
      "    MOC_WEST_Z          (TIME) float64 ...\n",
      "    MOC_WEST_Z_ERR      (TIME) float64 ...\n",
      "    MHT_WEST            (TIME) float64 ...\n",
      "    MHT_WEST_ERR        (TIME) float64 ...\n",
      "    MFT_WEST            (TIME) float64 ...\n",
      "    MFT_WEST_ERR        (TIME) float64 ...\n",
      "    MOC_EAST_SIGMA      (TIME) float64 ...\n",
      "    MOC_EAST_SIGMA_ERR  (TIME) float64 ...\n",
      "    MOC_EAST_Z          (TIME) float64 ...\n",
      "    MOC_EAST_Z_ERR      (TIME) float64 ...\n",
      "    MHT_EAST            (TIME) float64 ...\n",
      "    MHT_EAST_ERR        (TIME) float64 ...\n",
      "    MFT_EAST            (TIME) float64 ...\n",
      "    MFT_EAST_ERR        (TIME) float64 ...\n",
      "    MOC_SIGMA           (TIME) float64 ...\n",
      "    MOC_SIGMA_ERR       (TIME) float64 ...\n",
      "    MOC_Z               (TIME) float64 ...\n",
      "    MOC_Z_ERR           (TIME) float64 ...\n",
      "    MHT                 (TIME) float64 ...\n",
      "    MHT_ERR             (TIME) float64 ...\n",
      "    MFT                 (TIME) float64 ...\n",
      "    MFT_ERR             (TIME) float64 ...\n"
     ]
    }
   ],
   "source": [
    "obs1 = xr.open_dataset(osnap_data_dir + '/OSNAP_West_East_Transports_201408_201604_2018.nc')\n",
    "obs2 = xr.open_dataset(osnap_data_dir + '/OSNAP_Transports_201408_201604_2018.nc')\n",
    "obs = xr.merge((obs1,obs2))\n",
    "print(obs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define the OSNAP lines \n",
    "\n",
    "We define the OSNAP lines roughly by point pairs in `[longitude, latitude]` space. \n",
    "The lines are then computed via the function `ecco_v4_py.get_section_line_masks` as the great circle arc between these two points. \n",
    "\n",
    "See below for similar MATLAB functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "pt1_east = [-44, 60]\n",
    "pt2_east = [-5, 56]\n",
    "\n",
    "pt1_west = [-56, 51]\n",
    "pt2_west = [-45, 60]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "maskC_east, maskW_east, maskS_east = ecco.get_section_line_masks(pt1_east,pt2_east,ds)\n",
    "maskC_west, maskW_west, maskS_west = ecco.get_section_line_masks(pt1_west,pt2_west,ds)\n",
    "maskC_tot = (maskC_east+maskC_west).where(maskC_east+maskC_west==1,0)\n",
    "maskW_tot = (maskW_east+maskW_west).where(np.abs(maskW_east)+np.abs(maskW_west)==1,0)\n",
    "maskS_tot = (maskS_east+maskS_west).where(np.abs(maskS_east)+np.abs(maskS_west)==1,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "ecco.plot_proj_to_latlon_grid(ds.XC,ds.YC,maskC_tot,cmap='viridis',projection_type='robin',user_lon_0=0);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "# use dx=.1, dy=.1 so that plot shows the osnap array as a thin \n",
    "# line.  remember, plot_proj_to_latlon_grid first interpolates\n",
    "# the model grid to lat-lon with grid spacing as dx, dy\n",
    "P = ecco.plot_proj_to_latlon_grid(ds.XC, ds.YC, maskC_tot, \\\n",
    "                                cmap='viridis',\\\n",
    "                                projection_type='PlateCaree',\\\n",
    "                                lat_lim=45,dx=.1,dy=.1)\n",
    "#ax.add_feature(cart.feature.LAND,facecolor='0.7',zorder=2)\n",
    "P[1].set_extent([-80, 20, 40, 80], crs=ccrs.PlateCarree())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have defined many commonly used sections in oceanography so that users can access these easily. \n",
    "The available sections are shown below. \n",
    "This allows one to, e.g. compute volumetric transport across the Drake Passage as follows:\n",
    "\n",
    "```\n",
    "drake_vol = ecco_v4_py.calc_section_vol_trsp(ds,section_name='Drake Passage')\n",
    "```\n",
    "\n",
    "Similarly, we can do the same with `calc_section_heat_trsp` and `calc_section_salt_trsp`. \n",
    "\n",
    "One can also get these pre-defined section masks as follows:\n",
    "\n",
    "```\n",
    "pt1,pt2 = ecco_v4_py.get_section_endpoints('Drake Passage')\n",
    "maskC, maskW, maskS = ecco_v4_py.get_section_line_masks(ds,pt1,pt2)\n",
    "```\n",
    "\n",
    "Finally, one can see similar functions in MATLAB:\n",
    "\n",
    "* define general section masks: [gcmfaces_calc/gcmfaces_lines_transp.m](https://github.com/ECCO-GROUP/gcmfaces/blob/master/gcmfaces_calc/gcmfaces_lines_transp.m)\n",
    "\n",
    "* see pre-defined section endpoints: [gcmfaces_calc/gcmfaces_lines_pairs.m](https://github.com/ECCO-GROUP/gcmfaces/blob/master/gcmfaces_calc/gcmfaces_lines_pairs.m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Bering Strait',\n",
       " 'Gibraltar',\n",
       " 'Florida Strait',\n",
       " 'Florida Strait W1',\n",
       " 'Florida Strait S1',\n",
       " 'Florida Strait E1',\n",
       " 'Florida Strait E2',\n",
       " 'Florida Strait E3',\n",
       " 'Florida Strait E4',\n",
       " 'Davis Strait',\n",
       " 'Denmark Strait',\n",
       " 'Iceland Faroe',\n",
       " 'Faroe Scotland',\n",
       " 'Scotland Norway',\n",
       " 'Drake Passage',\n",
       " 'Indonesia W1',\n",
       " 'Indonesia W2',\n",
       " 'Indonesia W3',\n",
       " 'Indonesia W4',\n",
       " 'Australia Antarctica',\n",
       " 'Madagascar Channel',\n",
       " 'Madagascar Antarctica',\n",
       " 'South Africa Antarctica']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ecco.get_available_sections()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute the overturning streamfunction in depth space\n",
    "\n",
    "The function `calc_section_stf` computes the overturning streamfunction across the plane normal to the section denoted by the west and south masks. \n",
    "It is also possible to compute the overturning streamfunction at a particular latitude band, as is done to compare to the RAPID array, for instance. \n",
    "Please see the function `calc_meridional_stf` to do this, which is also in \n",
    "[ecco_v4_py.calc_stf](https://github.com/ECCO-GROUP/ECCOv4-py/blob/master/ecco_v4_py/calc_stf.py).\n",
    "\n",
    "Note that we can also compute the volumetric, heat, or salt transport across these sections using the first three functions defined in [ecco_v4_py.calc_section_trsp](https://github.com/ECCO-GROUP/ECCOv4-py/blob/master/ecco_v4_py/calc_section_trsp.py).\n",
    "\n",
    "In MATLAB, we can compute meridional overturning streamfunctions with [gcmfaces_calc/calc_overturn.m](https://github.com/ECCO-GROUP/gcmfaces/blob/master/gcmfaces_calc/calc_overturn.m).\n",
    "Section transports can be computed with [gcmfaces_calc/calc_transports.m](https://github.com/gaelforget/gcmfaces/blob/readthedocs/gcmfaces_calc/calc_transports.m) once the masks are defined."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 52s, sys: 4min 5s, total: 5min 57s\n",
      "Wall time: 3min 5s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "osnap_z_stf_east = ecco.calc_section_stf(ds,\\\n",
    "                                         pt1=pt1_east, \\\n",
    "                                         pt2=pt2_east,\\\n",
    "                                         section_name='OSNAP East Overturning Streamfunction').compute()\n",
    "\n",
    "osnap_z_stf_west = ecco.calc_section_stf(ds, \\\n",
    "                                         pt1=pt1_west, \\\n",
    "                                         pt2=pt2_west,\\\n",
    "                                         section_name='OSNAP West Overturning Streamfunction').compute()\n",
    "\n",
    "osnap_z_stf_tot = ecco.calc_section_stf(ds,\\\n",
    "                                        maskW=maskW_tot, \\\n",
    "                                        maskS=maskS_tot,\\\n",
    "                                        section_name='OSNAP Total Overturning Streamfunction').compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def osnap_depth_stf_vs_time(stf_ds,label):\n",
    "    fig = plt.figure(figsize=(18,6))\n",
    "    \n",
    "    # Time evolving\n",
    "    plt.subplot(1,4,(1,3))\n",
    "    plt.pcolormesh(stf_ds['time'],stf_ds['Z'],stf_ds['psi_moc'].T)\n",
    "    plt.title('ECCOv4r3\\nOverturning streamfunction across OSNAP %s [Sv]' % label)\n",
    "    plt.ylabel('Depth [m]')\n",
    "    plt.xlabel('Month')\n",
    "    plt.xticks(rotation=45)\n",
    "    cb = plt.colorbar()\n",
    "    cb.set_label('[Sv]')\n",
    "    \n",
    "    plt.subplot(1,4,4)\n",
    "    plt.plot(stf_ds['psi_moc'].mean('time'),stf_ds['Z'])\n",
    "    plt.title('ECCOv4r3\\nTime mean streamfunction, OSNAP %s' % label)\n",
    "    plt.ylabel('Depth [m]')\n",
    "    plt.xlabel('[Sv]')\n",
    "    plt.grid()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "osnap_depth_stf_vs_time(osnap_z_stf_east,'East')\n",
    "osnap_depth_stf_vs_time(osnap_z_stf_west,'West')\n",
    "osnap_depth_stf_vs_time(osnap_z_stf_tot,'Total')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "osnap_z_ov_east = osnap_z_stf_east['psi_moc'].max(dim='k')\n",
    "osnap_z_ov_west = osnap_z_stf_west['psi_moc'].max(dim='k')\n",
    "osnap_z_ov_tot = osnap_z_stf_tot['psi_moc'].max(dim='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,6))\n",
    "plt.plot(osnap_z_ov_east['time'],osnap_z_ov_east)\n",
    "plt.plot(osnap_z_ov_west['time'],osnap_z_ov_west)\n",
    "plt.plot(osnap_z_ov_tot['time'],osnap_z_ov_tot)\n",
    "plt.title('ECCOv4r3\\nOverturning strength across OSNAP lines [Sv]')\n",
    "plt.ylabel('[Sv]')\n",
    "plt.legend((('East, 2015 avg. = %.2f $\\pm$ %.2f [Sv]' % \n",
    "             (osnap_z_ov_east.mean('time').values,osnap_z_ov_east.std('time').values)),\n",
    "            ('West, 2015 avg. = %.2f $\\pm$ %.2f [Sv]' % \n",
    "             (osnap_z_ov_west.mean('time').values,osnap_z_ov_west.std('time').values)),\n",
    "            ('Total, 2015 avg. = %.2f $\\pm$ %.2f [Sv]' % \n",
    "             (osnap_z_ov_tot.mean('time').values,osnap_z_ov_tot.std('time').values))))\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare to Observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "var_list = ['MOC_EAST_Z','MOC_WEST_Z','MOC_Z']\n",
    "err_list = ['MOC_EAST_Z_ERR','MOC_WEST_Z_ERR','MOC_Z_ERR']\n",
    "for var, err in zip(var_list,err_list):\n",
    "    if 'MOC_Z' in var:\n",
    "        clr = 'k'\n",
    "    elif 'MOC_EAST_Z' in var:\n",
    "        clr = 'r'\n",
    "    elif 'MOC_WEST_Z' in var:\n",
    "        clr = 'b'\n",
    "    \n",
    "        \n",
    "    plt.plot(obs['TIME'],obs[var], color=clr)\n",
    "    \n",
    "    plt.fill_between(obs['TIME'].values,\n",
    "                 obs[var]-obs[err],\n",
    "                 obs[var]+obs[err],\n",
    "                 color=[0.8,0.8,0.8])\n",
    "\n",
    "# plot ECCO v4r3 equivalent\n",
    "plt.plot(osnap_z_ov_east['time'],osnap_z_ov_east, 'r--')\n",
    "plt.plot(osnap_z_ov_west['time'],osnap_z_ov_west, 'b--',)\n",
    "plt.plot(osnap_z_ov_tot['time'],osnap_z_ov_tot, 'k--')\n",
    "plt.xlim(('2014-06','2016-03'))\n",
    "\n",
    "plt.ylabel('[%s]' % obs['MOC_Z'].units)\n",
    "plt.grid()\n",
    "plt.title('OSNAP MOC Derived from observations [%s]' % obs['MOC_Z'].units)\n",
    "plt.legend((\n",
    "    ('East MOC, (Lozier et al, 2019)\\nTime mean: %.2f $\\pm$ %.2f %s' % \n",
    "            (obs['MOC_EAST_Z'].mean('TIME'),obs['MOC_EAST_Z'].std('TIME'),obs['MOC_EAST_Z'].units)),\n",
    "    ('West MOC, (Lozier et al, 2019)\\nTime mean: %.2f $\\pm$ %.2f %s' % \n",
    "            (obs['MOC_WEST_Z'].mean('TIME'),obs['MOC_WEST_Z'].std('TIME'),obs['MOC_WEST_Z'].units)),\n",
    "    ('Total MOC, (Lozier et al, 2019)\\nTime mean: %.2f $\\pm$ %.2f %s' % \n",
    "            (obs['MOC_Z'].mean('TIME'),obs['MOC_Z'].std('TIME'),obs['MOC_Z'].units)),\n",
    "    ('East MOC, ECCOv4r3\\nTime mean: %.2f $\\pm$ %.2f %s' % \n",
    "            (osnap_z_ov_east.mean('time'),osnap_z_ov_east.std('time'), \\\n",
    "             osnap_z_stf_east['psi_moc'].attrs['units'])),\n",
    "    ('West MOC, ECCOv4r3\\nTime mean: %.2f $\\pm$ %.2f %s' % \n",
    "            (osnap_z_ov_west.mean('time'),osnap_z_ov_west.std('time'), \\\n",
    "             osnap_z_stf_west['psi_moc'].attrs['units'])),\n",
    "    ('Total MOC, ECCOv4r3\\nTime mean: %.2f $\\pm$ %.2f %s' % \n",
    "            (osnap_z_ov_tot.mean('time'),osnap_z_ov_tot.std('time'), \\\n",
    "             osnap_z_stf_tot['psi_moc'].attrs['units']))),\n",
    "    loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "\n",
    "plt.show()"
   ]
  }
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